Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	11182
Missing cells	42708
Missing cells (%)	15.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.0 MiB
Average record size in memory	192.0 B

Variable types

Numeric	23
Categorical	1

Alerts

`Admin and Support Services` is highly correlated with `Business Services` and 12 other fields	High correlation
`Agriculture and Mining` is highly correlated with `Electricity, Gas, Water and Waste Services`	High correlation
`Arts and Recreation Services` is highly correlated with `Food and Beverage Services`	High correlation
`Business Services` is highly correlated with `Admin and Support Services` and 11 other fields	High correlation
`Construction` is highly correlated with `Admin and Support Services` and 6 other fields	High correlation
`Education and Training` is highly correlated with `Admin and Support Services` and 8 other fields	High correlation
`Electricity, Gas, Water and Waste Services` is highly correlated with `Agriculture and Mining`	High correlation
`Finance and Insurance` is highly correlated with `Admin and Support Services` and 12 other fields	High correlation
`Food and Beverage Services` is highly correlated with `Admin and Support Services` and 10 other fields	High correlation
`Health Care and Social Assistance` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Information Media and Telecommunications` is highly correlated with `Admin and Support Services` and 10 other fields	High correlation
`Manufacturing` is highly correlated with `Admin and Support Services` and 4 other fields	High correlation
`Other Services` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Public Administration and Safety` is highly correlated with `Admin and Support Services` and 3 other fields	High correlation
`Real Estate Services` is highly correlated with `Admin and Support Services` and 10 other fields	High correlation
`Retail Trade` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Wholesale Trade` is highly correlated with `Construction` and 1 other fields	High correlation
`Total employment in block` is highly correlated with `Admin and Support Services` and 6 other fields	High correlation
`Accommodation` is highly correlated with `Admin and Support Services` and 19 other fields	High correlation
`Admin and Support Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Agriculture and Mining` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Arts and Recreation Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Business Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Construction` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Education and Training` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Electricity, Gas, Water and Waste Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Finance and Insurance` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Food and Beverage Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Health Care and Social Assistance` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Information Media and Telecommunications` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Manufacturing` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Other Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Public Administration and Safety` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Real Estate Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Rental and Hiring Services` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Retail Trade` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Transport, Postal and Storage` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Wholesale Trade` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Total employment in block` is highly correlated with `Accommodation` and 19 other fields	High correlation
`Admin and Support Services` is highly correlated with `Business Services` and 11 other fields	High correlation
`Agriculture and Mining` is highly correlated with `Electricity, Gas, Water and Waste Services`	High correlation
`Business Services` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Construction` is highly correlated with `Admin and Support Services` and 5 other fields	High correlation
`Education and Training` is highly correlated with `Admin and Support Services` and 7 other fields	High correlation
`Electricity, Gas, Water and Waste Services` is highly correlated with `Agriculture and Mining`	High correlation
`Finance and Insurance` is highly correlated with `Admin and Support Services` and 12 other fields	High correlation
`Food and Beverage Services` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Health Care and Social Assistance` is highly correlated with `Admin and Support Services` and 6 other fields	High correlation
`Information Media and Telecommunications` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Manufacturing` is highly correlated with `Admin and Support Services` and 3 other fields	High correlation
`Other Services` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Public Administration and Safety` is highly correlated with `Admin and Support Services` and 3 other fields	High correlation
`Real Estate Services` is highly correlated with `Admin and Support Services` and 10 other fields	High correlation
`Retail Trade` is highly correlated with `Admin and Support Services` and 9 other fields	High correlation
`Wholesale Trade` is highly correlated with `Construction` and 1 other fields	High correlation
`Total employment in block` is highly correlated with `Business Services` and 4 other fields	High correlation
`Block ID` is highly correlated with `CLUE small area`	High correlation
`CLUE small area` is highly correlated with `Block ID` and 21 other fields	High correlation
`Accommodation` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Admin and Support Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Agriculture and Mining` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Arts and Recreation Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Business Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Construction` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Education and Training` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Electricity, Gas, Water and Waste Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Finance and Insurance` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Food and Beverage Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Health Care and Social Assistance` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Information Media and Telecommunications` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Manufacturing` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Other Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Public Administration and Safety` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Real Estate Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Rental and Hiring Services` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Retail Trade` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Transport, Postal and Storage` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Wholesale Trade` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Total employment in block` is highly correlated with `CLUE small area` and 20 other fields	High correlation
`Accommodation` has 2152 (19.2%) missing values	Missing
`Admin and Support Services` has 1847 (16.5%) missing values	Missing
`Agriculture and Mining` has 552 (4.9%) missing values	Missing
`Arts and Recreation Services` has 3540 (31.7%) missing values	Missing
`Business Services` has 1677 (15.0%) missing values	Missing
`Construction` has 1897 (17.0%) missing values	Missing
`Education and Training` has 2297 (20.5%) missing values	Missing
`Electricity, Gas, Water and Waste Services` has 2233 (20.0%) missing values	Missing
`Finance and Insurance` has 1449 (13.0%) missing values	Missing
`Food and Beverage Services` has 2382 (21.3%) missing values	Missing
`Health Care and Social Assistance` has 2280 (20.4%) missing values	Missing
`Information Media and Telecommunications` has 2111 (18.9%) missing values	Missing
`Manufacturing` has 2118 (18.9%) missing values	Missing
`Other Services` has 2971 (26.6%) missing values	Missing
`Public Administration and Safety` has 1685 (15.1%) missing values	Missing
`Real Estate Services` has 1607 (14.4%) missing values	Missing
`Rental and Hiring Services` has 797 (7.1%) missing values	Missing
`Retail Trade` has 2295 (20.5%) missing values	Missing
`Transport, Postal and Storage` has 2058 (18.4%) missing values	Missing
`Wholesale Trade` has 2337 (20.9%) missing values	Missing
`Total employment in block` has 2423 (21.7%) missing values	Missing
`Accommodation` is highly skewed (γ1 = 22.16298107)	Skewed
`Admin and Support Services` is highly skewed (γ1 = 21.89073502)	Skewed
`Agriculture and Mining` is highly skewed (γ1 = 23.0762971)	Skewed
`Business Services` is highly skewed (γ1 = 22.7090291)	Skewed
`Construction` is highly skewed (γ1 = 24.38246391)	Skewed
`Education and Training` is highly skewed (γ1 = 21.35969115)	Skewed
`Electricity, Gas, Water and Waste Services` is highly skewed (γ1 = 25.86849555)	Skewed
`Finance and Insurance` is highly skewed (γ1 = 21.45081146)	Skewed
`Food and Beverage Services` is highly skewed (γ1 = 22.75598534)	Skewed
`Information Media and Telecommunications` is highly skewed (γ1 = 21.5575222)	Skewed
`Manufacturing` is highly skewed (γ1 = 21.05831765)	Skewed
`Other Services` is highly skewed (γ1 = 20.80400113)	Skewed
`Public Administration and Safety` is highly skewed (γ1 = 21.51360902)	Skewed
`Real Estate Services` is highly skewed (γ1 = 29.27751348)	Skewed
`Rental and Hiring Services` is highly skewed (γ1 = 27.79721871)	Skewed
`Retail Trade` is highly skewed (γ1 = 20.69953168)	Skewed
`Transport, Postal and Storage` is highly skewed (γ1 = 21.42071497)	Skewed
`Wholesale Trade` is highly skewed (γ1 = 20.91844627)	Skewed
`Total employment in block` is highly skewed (γ1 = 21.62890868)	Skewed
`Accommodation` has 8484 (75.9%) zeros	Zeros
`Admin and Support Services` has 8072 (72.2%) zeros	Zeros
`Agriculture and Mining` has 10488 (93.8%) zeros	Zeros
`Arts and Recreation Services` has 6756 (60.4%) zeros	Zeros
`Business Services` has 6494 (58.1%) zeros	Zeros
`Construction` has 8676 (77.6%) zeros	Zeros
`Education and Training` has 7912 (70.8%) zeros	Zeros
`Electricity, Gas, Water and Waste Services` has 8824 (78.9%) zeros	Zeros
`Finance and Insurance` has 8458 (75.6%) zeros	Zeros
`Food and Beverage Services` has 5947 (53.2%) zeros	Zeros
`Health Care and Social Assistance` has 7346 (65.7%) zeros	Zeros
`Information Media and Telecommunications` has 8278 (74.0%) zeros	Zeros
`Manufacturing` has 8117 (72.6%) zeros	Zeros
`Other Services` has 5513 (49.3%) zeros	Zeros
`Public Administration and Safety` has 8904 (79.6%) zeros	Zeros
`Real Estate Services` has 8858 (79.2%) zeros	Zeros
`Rental and Hiring Services` has 10296 (92.1%) zeros	Zeros
`Retail Trade` has 6521 (58.3%) zeros	Zeros
`Transport, Postal and Storage` has 8400 (75.1%) zeros	Zeros
`Wholesale Trade` has 8095 (72.4%) zeros	Zeros
`Total employment in block` has 1337 (12.0%) zeros	Zeros

Reproduction

Analysis started	2021-11-17 04:16:19.695990
Analysis finished	2021-11-17 04:18:10.544756
Duration	1 minute and 50.85 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

Census year
Real number (ℝ_≥0)

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2011.203005

Minimum	2002
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	2002
5-th percentile	2003
Q1	2007
median	2011
Q3	2016
95-th percentile	2020
Maximum	2020
Range	18
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.426906792
Coefficient of variation (CV)	0.002698338645
Kurtosis	-1.17688402
Mean	2011.203005
Median Absolute Deviation (MAD)	5
Skewness	-0.04665219053
Sum	22489272
Variance	29.45131733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
2015	607	5.4%
2012	607	5.4%
2016	607	5.4%
2009	607	5.4%
2010	607	5.4%
2011	607	5.4%
2019	607	5.4%
2013	607	5.4%
2014	607	5.4%
2008	607	5.4%
Other values (9)	5112	45.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2002	547	4.9%
2003	547	4.9%
2004	547	4.9%
2005	547	4.9%
2006	547	4.9%
2007	559	5.0%
2008	607	5.4%
2009	607	5.4%
2010	607	5.4%
2011	607	5.4%

Value	Count	Frequency (%)
2020	606	5.4%
2019	607	5.4%
2018	606	5.4%
2017	606	5.4%
2016	607	5.4%
2015	607	5.4%
2014	607	5.4%
2013	607	5.4%
2012	607	5.4%
2011	607	5.4%

Block ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	607
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	618.2246468

Minimum	0
Maximum	2548
Zeros	19
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	38
Q1	259
median	508
Q3	782
95-th percentile	2505
Maximum	2548
Range	2548
Interquartile range (IQR)	523

Descriptive statistics

Standard deviation	589.6327781
Coefficient of variation (CV)	0.9537516519
Kurtosis	4.491948908
Mean	618.2246468
Median Absolute Deviation (MAD)	261
Skewness	2.138454138
Sum	6912988
Variance	347666.813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1111	19	0.2%
244	19	0.2%
850	19	0.2%
810	19	0.2%
802	19	0.2%
794	19	0.2%
786	19	0.2%
778	19	0.2%
746	19	0.2%
738	19	0.2%
Other values (597)	10992	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	0.2%
1	19	0.2%
2	19	0.2%
4	19	0.2%
5	19	0.2%
6	19	0.2%
11	19	0.2%
12	19	0.2%
13	19	0.2%
14	19	0.2%

Value	Count	Frequency (%)
2548	13	0.1%
2547	13	0.1%
2546	13	0.1%
2545	13	0.1%
2544	13	0.1%
2543	13	0.1%
2542	13	0.1%
2541	13	0.1%
2540	13	0.1%
2539	13	0.1%

CLUE small area
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	87.5 KiB

Kensington	1935
North Melbourne	1726
Melbourne (CBD)	1577
Carlton	1349
West Melbourne (Residential)	912
Other values (9)	3683

Length

Max length	28
Median length	14
Mean length	13.52387766
Min length	7

Characters and Unicode

Total characters	151224
Distinct characters	36
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Melbourne (CBD)
2nd row	Melbourne (CBD)
3rd row	Melbourne (CBD)
4th row	Melbourne (CBD)
5th row	Melbourne (CBD)

Common Values

Value	Count	Frequency (%)
Kensington	1935	17.3%
North Melbourne	1726	15.4%
Melbourne (CBD)	1577	14.1%
Carlton	1349	12.1%
West Melbourne (Residential)	912	8.2%
Southbank	760	6.8%
East Melbourne	703	6.3%
Parkville	646	5.8%
Port Melbourne	378	3.4%
South Yarra	323	2.9%
Other values (4)	873	7.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
melbourne	5846	31.5%
kensington	1935	10.4%
north	1726	9.3%
cbd	1577	8.5%
carlton	1349	7.3%
west	1158	6.2%
residential	912	4.9%
southbank	760	4.1%
east	703	3.8%
parkville	646	3.5%
Other values (9)	1935	10.4%

Most occurring characters

Value	Count	Frequency (%)
e	17825	11.8%
n	15526	10.3%
o	12678	8.4%
r	11122	7.4%
l	9987	6.6%
t	9547	6.3%
	7365	4.9%
u	7175	4.7%
b	6606	4.4%
a	5889	3.9%
Other values (26)	47504	31.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	116118	76.8%
Uppercase Letter	21663	14.3%
Space Separator	7365	4.9%
Open Punctuation	3039	2.0%
Close Punctuation	3039	2.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	17825	15.4%
n	15526	13.4%
o	12678	10.9%
r	11122	9.6%
l	9987	8.6%
t	9547	8.2%
u	7175	6.2%
b	6606	5.7%
a	5889	5.1%
s	5277	4.5%
Other values (10)	14486	12.5%

Uppercase Letter

Value	Count	Frequency (%)
M	5846	27.0%
C	2945	13.6%
K	1935	8.9%
D	1900	8.8%
N	1726	8.0%
B	1577	7.3%
R	1197	5.5%
W	1158	5.3%
S	1083	5.0%
P	1024	4.7%
Other values (3)	1272	5.9%

Space Separator

Value	Count	Frequency (%)
	7365	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3039	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	3039	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	137781	91.1%
Common	13443	8.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	17825	12.9%
n	15526	11.3%
o	12678	9.2%
r	11122	8.1%
l	9987	7.2%
t	9547	6.9%
u	7175	5.2%
b	6606	4.8%
a	5889	4.3%
M	5846	4.2%
Other values (23)	35580	25.8%

Common

Value	Count	Frequency (%)
	7365	54.8%
(	3039	22.6%
)	3039	22.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	151224	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	17825	11.8%
n	15526	10.3%
o	12678	8.4%
r	11122	7.4%
l	9987	6.6%
t	9547	6.3%
	7365	4.9%
u	7175	4.7%
b	6606	4.4%
a	5889	3.9%
Other values (26)	47504	31.4%

Accommodation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	161
Distinct (%)	1.8%
Missing	2152
Missing (%)	19.2%
Infinite	0
Infinite (%)	0.0%
Mean	23.80830565

Minimum	0
Maximum	10809
Zeros	8484
Zeros (%)	75.9%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	19
Maximum	10809
Range	10809
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	414.4915452
Coefficient of variation (CV)	17.40953562
Kurtosis	499.3646568
Mean	23.80830565
Median Absolute Deviation (MAD)	0
Skewness	22.16298107
Sum	214989
Variance	171803.241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8484	75.9%
38	17	0.2%
12	15	0.1%
2	14	0.1%
71	11	0.1%
11	10	0.1%
49	9	0.1%
102	9	0.1%
1	9	0.1%
36	9	0.1%
Other values (151)	443	4.0%
(Missing)	2152	19.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8484	75.9%
1	9	0.1%
2	14	0.1%
3	1	< 0.1%
4	6	0.1%
6	6	0.1%
8	4	< 0.1%
10	8	0.1%
11	10	0.1%
12	15	0.1%

Value	Count	Frequency (%)
10809	1	< 0.1%
10623	1	< 0.1%
10197	1	< 0.1%
10162	1	< 0.1%
10065	1	< 0.1%
10057	1	< 0.1%
10051	1	< 0.1%
9839	1	< 0.1%
8955	1	< 0.1%
8908	1	< 0.1%

Admin and Support Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	320
Distinct (%)	3.4%
Missing	1847
Missing (%)	16.5%
Infinite	0
Infinite (%)	0.0%
Mean	50.4419925

Minimum	0
Maximum	16960
Zeros	8072
Zeros (%)	72.2%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	131
Maximum	16960
Range	16960
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	640.6280425
Coefficient of variation (CV)	12.70029217
Kurtosis	495.126961
Mean	50.4419925
Median Absolute Deviation (MAD)	0
Skewness	21.89073502
Sum	470876
Variance	410404.2889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8072	72.2%
14	23	0.2%
21	21	0.2%
19	20	0.2%
38	20	0.2%
12	19	0.2%
62	17	0.2%
22	16	0.1%
26	16	0.1%
54	15	0.1%
Other values (310)	1096	9.8%
(Missing)	1847	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8072	72.2%
4	3	< 0.1%
5	4	< 0.1%
6	2	< 0.1%
7	6	0.1%
8	11	0.1%
9	8	0.1%
10	10	0.1%
11	9	0.1%
12	19	0.2%

Value	Count	Frequency (%)
16960	1	< 0.1%
15699	1	< 0.1%
15614	1	< 0.1%
15351	1	< 0.1%
15222	1	< 0.1%
15160	1	< 0.1%
15140	1	< 0.1%
15020	1	< 0.1%
15010	1	< 0.1%
14860	1	< 0.1%

Agriculture and Mining
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	68
Distinct (%)	0.6%
Missing	552
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	8.151175917

Minimum	0
Maximum	4483
Zeros	10488
Zeros (%)	93.8%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4483
Range	4483
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	160.9832616
Coefficient of variation (CV)	19.74969786
Kurtosis	545.1728179
Mean	8.151175917
Median Absolute Deviation (MAD)	0
Skewness	23.0762971
Sum	86647
Variance	25915.61051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10488	93.8%
27	5	< 0.1%
21	4	< 0.1%
32	4	< 0.1%
15	4	< 0.1%
86	4	< 0.1%
161	4	< 0.1%
19	4	< 0.1%
39	4	< 0.1%
23	4	< 0.1%
Other values (58)	105	0.9%
(Missing)	552	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10488	93.8%
5	2	< 0.1%
7	2	< 0.1%
12	2	< 0.1%
15	4	< 0.1%
18	1	< 0.1%
19	4	< 0.1%
21	4	< 0.1%
22	3	< 0.1%
23	4	< 0.1%

Value	Count	Frequency (%)
4483	1	< 0.1%
4474	1	< 0.1%
3959	1	< 0.1%
3957	1	< 0.1%
3956	1	< 0.1%
3896	1	< 0.1%
3887	1	< 0.1%
3855	1	< 0.1%
3841	1	< 0.1%
3806	1	< 0.1%

Arts and Recreation Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	241
Distinct (%)	3.2%
Missing	3540
Missing (%)	31.7%
Infinite	0
Infinite (%)	0.0%
Mean	99.71538864

Minimum	0
Maximum	26542
Zeros	6756
Zeros (%)	60.4%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	76
Maximum	26542
Range	26542
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1216.294258
Coefficient of variation (CV)	12.19765851
Kurtosis	329.5008985
Mean	99.71538864
Median Absolute Deviation (MAD)	0
Skewness	17.60818308
Sum	762025
Variance	1479371.723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6756	60.4%
3	27	0.2%
5	26	0.2%
13	21	0.2%
10	20	0.2%
24	19	0.2%
2	19	0.2%
16	18	0.2%
14	17	0.2%
15	15	0.1%
Other values (231)	704	6.3%
(Missing)	3540	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6756	60.4%
1	15	0.1%
2	19	0.2%
3	27	0.2%
4	13	0.1%
5	26	0.2%
6	12	0.1%
7	10	0.1%
8	11	0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
26542	1	< 0.1%
26067	1	< 0.1%
25698	1	< 0.1%
25596	1	< 0.1%
23515	1	< 0.1%
23494	1	< 0.1%
23447	1	< 0.1%
23381	1	< 0.1%
23374	1	< 0.1%
22988	1	< 0.1%

Business Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	699
Distinct (%)	7.4%
Missing	1677
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%
Mean	260.8260915

Minimum	0
Maximum	87286
Zeros	6494
Zeros (%)	58.1%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	34
95-th percentile	769.8
Maximum	87286
Range	87286
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	3090.388986
Coefficient of variation (CV)	11.84846565
Kurtosis	536.5078735
Mean	260.8260915
Median Absolute Deviation (MAD)	0
Skewness	22.7090291
Sum	2479152
Variance	9550504.087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6494	58.1%
13	37	0.3%
46	35	0.3%
31	35	0.3%
35	35	0.3%
28	31	0.3%
16	30	0.3%
27	29	0.3%
37	28	0.3%
34	27	0.2%
Other values (689)	2724	24.4%
(Missing)	1677	15.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6494	58.1%
3	6	0.1%
4	9	0.1%
5	13	0.1%
6	9	0.1%
7	9	0.1%
8	20	0.2%
9	21	0.2%
10	19	0.2%
11	11	0.1%

Value	Count	Frequency (%)
87286	1	< 0.1%
84332	1	< 0.1%
81730	1	< 0.1%
78161	1	< 0.1%
77117	1	< 0.1%
76284	1	< 0.1%
74973	1	< 0.1%
72928	1	< 0.1%
72039	1	< 0.1%
71540	1	< 0.1%

Construction
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	160
Distinct (%)	1.7%
Missing	1897
Missing (%)	17.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.59547658

Minimum	0
Maximum	7534
Zeros	8676
Zeros (%)	77.6%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	25
Maximum	7534
Range	7534
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	229.7323327
Coefficient of variation (CV)	15.7399679
Kurtosis	631.3685812
Mean	14.59547658
Median Absolute Deviation (MAD)	0
Skewness	24.38246391
Sum	135519
Variance	52776.9447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8676	77.6%
12	15	0.1%
27	14	0.1%
21	13	0.1%
13	13	0.1%
46	13	0.1%
39	13	0.1%
19	13	0.1%
26	11	0.1%
20	11	0.1%
Other values (150)	493	4.4%
(Missing)	1897	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8676	77.6%
1	1	< 0.1%
3	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	5	< 0.1%
9	4	< 0.1%
10	2	< 0.1%
11	10	0.1%

Value	Count	Frequency (%)
7534	1	< 0.1%
6727	1	< 0.1%
6647	1	< 0.1%
6306	1	< 0.1%
6111	1	< 0.1%
5829	1	< 0.1%
5746	1	< 0.1%
5713	1	< 0.1%
5400	1	< 0.1%
4944	1	< 0.1%

Education and Training
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	317
Distinct (%)	3.6%
Missing	2297
Missing (%)	20.5%
Infinite	0
Infinite (%)	0.0%
Mean	75.82003376

Minimum	0
Maximum	27043
Zeros	7912
Zeros (%)	70.8%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	153.6
Maximum	27043
Range	27043
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1063.664858
Coefficient of variation (CV)	14.02881014
Kurtosis	468.1903429
Mean	75.82003376
Median Absolute Deviation (MAD)	0
Skewness	21.35969115
Sum	673661
Variance	1131382.931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7912	70.8%
44	14	0.1%
79	11	0.1%
37	11	0.1%
39	10	0.1%
50	10	0.1%
47	10	0.1%
28	10	0.1%
54	10	0.1%
29	9	0.1%
Other values (307)	878	7.9%
(Missing)	2297	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7912	70.8%
4	2	< 0.1%
5	2	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	2	< 0.1%
10	1	< 0.1%
11	4	< 0.1%
12	1	< 0.1%
13	5	< 0.1%

Value	Count	Frequency (%)
27043	1	< 0.1%
25838	1	< 0.1%
25135	1	< 0.1%
24751	1	< 0.1%
24222	1	< 0.1%
24180	1	< 0.1%
23613	1	< 0.1%
23611	1	< 0.1%
23579	1	< 0.1%
23469	1	< 0.1%

Electricity, Gas, Water and Waste Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	71
Distinct (%)	0.8%
Missing	2233
Missing (%)	20.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.39043469

Minimum	0
Maximum	12422
Zeros	8824
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	12422
Range	12422
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	368.3561172
Coefficient of variation (CV)	18.99679523
Kurtosis	736.2274824
Mean	19.39043469
Median Absolute Deviation (MAD)	0
Skewness	25.86849555
Sum	173525
Variance	135686.2291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8824	78.9%
70	6	0.1%
22	5	< 0.1%
20	3	< 0.1%
611	3	< 0.1%
300	3	< 0.1%
73	3	< 0.1%
861	3	< 0.1%
60	3	< 0.1%
641	3	< 0.1%
Other values (61)	93	0.8%
(Missing)	2233	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8824	78.9%
7	2	< 0.1%
10	2	< 0.1%
11	2	< 0.1%
20	3	< 0.1%
22	5	< 0.1%
25	2	< 0.1%
26	2	< 0.1%
31	2	< 0.1%
38	2	< 0.1%

Value	Count	Frequency (%)
12422	1	< 0.1%
12300	1	< 0.1%
12273	1	< 0.1%
11498	1	< 0.1%
9805	1	< 0.1%
9675	1	< 0.1%
8367	1	< 0.1%
7798	1	< 0.1%
6975	1	< 0.1%
6794	1	< 0.1%

Finance and Insurance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	448
Distinct (%)	4.6%
Missing	1449
Missing (%)	13.0%
Infinite	0
Infinite (%)	0.0%
Mean	213.4039864

Minimum	0
Maximum	69271
Zeros	8458
Zeros (%)	75.6%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	474.2
Maximum	69271
Range	69271
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2629.971
Coefficient of variation (CV)	12.32390755
Kurtosis	483.3896018
Mean	213.4039864
Median Absolute Deviation (MAD)	0
Skewness	21.45081146
Sum	2077061
Variance	6916747.462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8458	75.6%
26	29	0.3%
25	25	0.2%
20	20	0.2%
29	19	0.2%
11	15	0.1%
22	15	0.1%
8	15	0.1%
33	14	0.1%
13	12	0.1%
Other values (438)	1111	9.9%
(Missing)	1449	13.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8458	75.6%
3	2	< 0.1%
4	3	< 0.1%
5	3	< 0.1%
6	6	0.1%
7	4	< 0.1%
8	15	0.1%
9	8	0.1%
10	2	< 0.1%
11	15	0.1%

Value	Count	Frequency (%)
69271	1	< 0.1%
66496	1	< 0.1%
63403	1	< 0.1%
63267	1	< 0.1%
63093	1	< 0.1%
62934	1	< 0.1%
61049	1	< 0.1%
61017	1	< 0.1%
60442	1	< 0.1%
59919	1	< 0.1%

Food and Beverage Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	472
Distinct (%)	5.4%
Missing	2382
Missing (%)	21.3%
Infinite	0
Infinite (%)	0.0%
Mean	112.2031818

Minimum	0
Maximum	38696
Zeros	5947
Zeros (%)	53.2%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	30
95-th percentile	292
Maximum	38696
Range	38696
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	1366.580105
Coefficient of variation (CV)	12.17951294
Kurtosis	540.2607679
Mean	112.2031818
Median Absolute Deviation (MAD)	0
Skewness	22.75598534
Sum	987388
Variance	1867541.184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5947	53.2%
26	47	0.4%
23	45	0.4%
30	44	0.4%
34	43	0.4%
28	40	0.4%
25	38	0.3%
24	37	0.3%
17	37	0.3%
31	36	0.3%
Other values (462)	2486	22.2%
(Missing)	2382	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5947	53.2%
5	5	< 0.1%
6	6	0.1%
7	5	< 0.1%
8	13	0.1%
9	14	0.1%
10	9	0.1%
11	17	0.2%
12	12	0.1%
13	19	0.2%

Value	Count	Frequency (%)
38696	1	< 0.1%
37905	1	< 0.1%
37517	1	< 0.1%
35489	1	< 0.1%
34476	1	< 0.1%
33505	1	< 0.1%
33096	1	< 0.1%
32878	1	< 0.1%
30428	1	< 0.1%
27795	1	< 0.1%

Health Care and Social Assistance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	323
Distinct (%)	3.6%
Missing	2280
Missing (%)	20.4%
Infinite	0
Infinite (%)	0.0%
Mean	136.6350258

Minimum	0
Maximum	43588
Zeros	7346
Zeros (%)	65.7%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	132
Maximum	43588
Range	43588
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1719.486841
Coefficient of variation (CV)	12.58452458
Kurtosis	418.7532295
Mean	136.6350258
Median Absolute Deviation (MAD)	0
Skewness	19.70815087
Sum	1216325
Variance	2956634.995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7346	65.7%
20	32	0.3%
13	28	0.3%
26	27	0.2%
10	26	0.2%
16	25	0.2%
14	25	0.2%
8	25	0.2%
40	24	0.2%
34	22	0.2%
Other values (313)	1322	11.8%
(Missing)	2280	20.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7346	65.7%
3	4	< 0.1%
5	3	< 0.1%
6	6	0.1%
7	9	0.1%
8	25	0.2%
9	14	0.1%
10	26	0.2%
11	16	0.1%
12	17	0.2%

Value	Count	Frequency (%)
43588	1	< 0.1%
43258	1	< 0.1%
42864	1	< 0.1%
40841	1	< 0.1%
39582	1	< 0.1%
38020	1	< 0.1%
37791	1	< 0.1%
37030	1	< 0.1%
36994	1	< 0.1%
35568	1	< 0.1%

Information Media and Telecommunications
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	265
Distinct (%)	2.9%
Missing	2111
Missing (%)	18.9%
Infinite	0
Infinite (%)	0.0%
Mean	89.27791864

Minimum	0
Maximum	35728
Zeros	8278
Zeros (%)	74.0%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	77
Maximum	35728
Range	35728
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1328.594442
Coefficient of variation (CV)	14.88155708
Kurtosis	477.5098338
Mean	89.27791864
Median Absolute Deviation (MAD)	0
Skewness	21.5575222
Sum	809840
Variance	1765163.192
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8278	74.0%
67	14	0.1%
25	13	0.1%
11	12	0.1%
10	12	0.1%
17	10	0.1%
42	10	0.1%
77	9	0.1%
27	9	0.1%
69	9	0.1%
Other values (255)	695	6.2%
(Missing)	2111	18.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8278	74.0%
6	7	0.1%
7	3	< 0.1%
8	4	< 0.1%
9	5	< 0.1%
10	12	0.1%
11	12	0.1%
12	4	< 0.1%
13	5	< 0.1%
14	8	0.1%

Value	Count	Frequency (%)
35728	1	< 0.1%
34071	1	< 0.1%
33181	1	< 0.1%
32280	1	< 0.1%
30411	1	< 0.1%
30168	1	< 0.1%
28769	1	< 0.1%
28685	1	< 0.1%
28502	1	< 0.1%
28437	1	< 0.1%

Manufacturing
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	206
Distinct (%)	2.3%
Missing	2118
Missing (%)	18.9%
Infinite	0
Infinite (%)	0.0%
Mean	46.57281553

Minimum	0
Maximum	17196
Zeros	8117
Zeros (%)	72.6%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	44
Maximum	17196
Range	17196
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	695.5015005
Coefficient of variation (CV)	14.93363655
Kurtosis	455.8010953
Mean	46.57281553
Median Absolute Deviation (MAD)	0
Skewness	21.05831765
Sum	422136
Variance	483722.3372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8117	72.6%
19	26	0.2%
12	25	0.2%
16	24	0.2%
15	24	0.2%
24	24	0.2%
18	22	0.2%
21	22	0.2%
26	20	0.2%
10	19	0.2%
Other values (196)	741	6.6%
(Missing)	2118	18.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8117	72.6%
3	8	0.1%
4	8	0.1%
5	7	0.1%
6	7	0.1%
7	15	0.1%
8	2	< 0.1%
9	8	0.1%
10	19	0.2%
11	5	< 0.1%

Value	Count	Frequency (%)
17196	1	< 0.1%
17108	1	< 0.1%
16690	1	< 0.1%
16227	1	< 0.1%
15357	1	< 0.1%
15352	1	< 0.1%
15351	1	< 0.1%
15308	1	< 0.1%
15111	1	< 0.1%
15009	1	< 0.1%

Other Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	284
Distinct (%)	3.5%
Missing	2971
Missing (%)	26.6%
Infinite	0
Infinite (%)	0.0%
Mean	47.52344416

Minimum	0
Maximum	13342
Zeros	5513
Zeros (%)	49.3%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	15
95-th percentile	137
Maximum	13342
Range	13342
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	538.692625
Coefficient of variation (CV)	11.3353027
Kurtosis	440.79676
Mean	47.52344416
Median Absolute Deviation (MAD)	0
Skewness	20.80400113
Sum	390215
Variance	290189.7442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5513	49.3%
12	73	0.7%
15	64	0.6%
20	64	0.6%
11	59	0.5%
17	56	0.5%
9	56	0.5%
21	55	0.5%
13	52	0.5%
7	52	0.5%
Other values (274)	2167	19.4%
(Missing)	2971	26.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5513	49.3%
2	2	< 0.1%
3	32	0.3%
4	28	0.3%
5	43	0.4%
6	51	0.5%
7	52	0.5%
8	41	0.4%
9	56	0.5%
10	49	0.4%

Value	Count	Frequency (%)
13342	1	< 0.1%
13201	1	< 0.1%
12480	1	< 0.1%
12233	1	< 0.1%
12117	1	< 0.1%
12027	1	< 0.1%
11724	1	< 0.1%
11689	1	< 0.1%
11483	1	< 0.1%
11153	1	< 0.1%

Public Administration and Safety
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	275
Distinct (%)	2.9%
Missing	1685
Missing (%)	15.1%
Infinite	0
Infinite (%)	0.0%
Mean	131.6538907

Minimum	0
Maximum	47815
Zeros	8904
Zeros (%)	79.6%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	92
Maximum	47815
Range	47815
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1759.760884
Coefficient of variation (CV)	13.36656953
Kurtosis	484.7697494
Mean	131.6538907
Median Absolute Deviation (MAD)	0
Skewness	21.51360902
Sum	1250317
Variance	3096758.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8904	79.6%
49	9	0.1%
155	8	0.1%
150	8	0.1%
898	6	0.1%
30	6	0.1%
11	6	0.1%
51	5	< 0.1%
2701	5	< 0.1%
146	5	< 0.1%
Other values (265)	535	4.8%
(Missing)	1685	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8904	79.6%
6	2	< 0.1%
7	2	< 0.1%
10	2	< 0.1%
11	6	0.1%
14	2	< 0.1%
15	2	< 0.1%
16	2	< 0.1%
18	2	< 0.1%
19	3	< 0.1%

Value	Count	Frequency (%)
47815	1	< 0.1%
47409	1	< 0.1%
41225	1	< 0.1%
41192	1	< 0.1%
41143	1	< 0.1%
40863	1	< 0.1%
40387	2	< 0.1%
39470	1	< 0.1%
39113	1	< 0.1%
38605	1	< 0.1%

Real Estate Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	176
Distinct (%)	1.8%
Missing	1607
Missing (%)	14.4%
Infinite	0
Infinite (%)	0.0%
Mean	14.48626632

Minimum	0
Maximum	9619
Zeros	8858
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	24
Maximum	9619
Range	9619
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	221.8577007
Coefficient of variation (CV)	15.31503673
Kurtosis	1003.197533
Mean	14.48626632
Median Absolute Deviation (MAD)	0
Skewness	29.27751348
Sum	138706
Variance	49220.83935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8858	79.2%
8	28	0.3%
19	26	0.2%
27	18	0.2%
24	18	0.2%
23	18	0.2%
20	17	0.2%
16	16	0.1%
30	15	0.1%
15	12	0.1%
Other values (166)	549	4.9%
(Missing)	1607	14.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8858	79.2%
1	1	< 0.1%
6	7	0.1%
7	8	0.1%
8	28	0.3%
9	10	0.1%
10	11	0.1%
11	10	0.1%
12	10	0.1%
13	9	0.1%

Value	Count	Frequency (%)
9619	1	< 0.1%
9000	1	< 0.1%
7939	1	< 0.1%
6261	1	< 0.1%
5088	1	< 0.1%
4544	1	< 0.1%
4465	1	< 0.1%
4174	1	< 0.1%
3893	1	< 0.1%
3832	1	< 0.1%

Rental and Hiring Services
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	45
Distinct (%)	0.4%
Missing	797
Missing (%)	7.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.649013

Minimum	0
Maximum	1503
Zeros	10296
Zeros (%)	92.1%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1503
Range	1503
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	35.12292366
Coefficient of variation (CV)	21.2993613
Kurtosis	874.6642737
Mean	1.649013
Median Absolute Deviation (MAD)	0
Skewness	27.79721871
Sum	17125
Variance	1233.619766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	10296	92.1%
17	8	0.1%
36	7	0.1%
22	6	0.1%
33	4	< 0.1%
35	3	< 0.1%
42	3	< 0.1%
18	3	< 0.1%
115	3	< 0.1%
58	2	< 0.1%
Other values (35)	50	0.4%
(Missing)	797	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10296	92.1%
4	2	< 0.1%
6	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
11	2	< 0.1%
14	2	< 0.1%
15	2	< 0.1%
17	8	0.1%
18	3	< 0.1%

Value	Count	Frequency (%)
1503	1	< 0.1%
1385	1	< 0.1%
921	1	< 0.1%
882	1	< 0.1%
876	1	< 0.1%
857	1	< 0.1%
851	1	< 0.1%
811	1	< 0.1%
803	1	< 0.1%
781	1	< 0.1%

Retail Trade
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	346
Distinct (%)	3.9%
Missing	2295
Missing (%)	20.5%
Infinite	0
Infinite (%)	0.0%
Mean	79.99549904

Minimum	0
Maximum	22046
Zeros	6521
Zeros (%)	58.3%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	138
Maximum	22046
Range	22046
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	920.2237728
Coefficient of variation (CV)	11.50344437
Kurtosis	442.2076229
Mean	79.99549904
Median Absolute Deviation (MAD)	0
Skewness	20.69953168
Sum	710920
Variance	846811.792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6521	58.3%
16	58	0.5%
20	57	0.5%
12	54	0.5%
9	51	0.5%
14	51	0.5%
11	51	0.5%
19	49	0.4%
18	45	0.4%
8	44	0.4%
Other values (336)	1906	17.0%
(Missing)	2295	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6521	58.3%
4	7	0.1%
5	12	0.1%
6	16	0.1%
7	34	0.3%
8	44	0.4%
9	51	0.5%
10	40	0.4%
11	51	0.5%
12	54	0.5%

Value	Count	Frequency (%)
22046	1	< 0.1%
21382	1	< 0.1%
21316	1	< 0.1%
20713	1	< 0.1%
20660	1	< 0.1%
20576	1	< 0.1%
20372	1	< 0.1%
20195	1	< 0.1%
19902	1	< 0.1%
19832	1	< 0.1%

Transport, Postal and Storage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	228
Distinct (%)	2.5%
Missing	2058
Missing (%)	18.4%
Infinite	0
Infinite (%)	0.0%
Mean	44.76205612

Minimum	0
Maximum	16269
Zeros	8400
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	50
Maximum	16269
Range	16269
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	651.4127948
Coefficient of variation (CV)	14.55278983
Kurtosis	469.7249159
Mean	44.76205612
Median Absolute Deviation (MAD)	0
Skewness	21.42071497
Sum	408409
Variance	424338.6292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8400	75.1%
21	16	0.1%
32	15	0.1%
19	12	0.1%
7	12	0.1%
35	12	0.1%
44	12	0.1%
55	9	0.1%
34	9	0.1%
27	9	0.1%
Other values (218)	618	5.5%
(Missing)	2058	18.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8400	75.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	4	< 0.1%
6	3	< 0.1%
7	12	0.1%
8	2	< 0.1%
9	6	0.1%
10	4	< 0.1%

Value	Count	Frequency (%)
16269	1	< 0.1%
15828	1	< 0.1%
15770	1	< 0.1%
15513	1	< 0.1%
14810	1	< 0.1%
14660	1	< 0.1%
14651	1	< 0.1%
14625	1	< 0.1%
14534	1	< 0.1%
14310	1	< 0.1%

Wholesale Trade
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	185
Distinct (%)	2.1%
Missing	2337
Missing (%)	20.9%
Infinite	0
Infinite (%)	0.0%
Mean	29.08422838

Minimum	0
Maximum	11377
Zeros	8095
Zeros (%)	72.4%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	30
Maximum	11377
Range	11377
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	412.1726068
Coefficient of variation (CV)	14.17168788
Kurtosis	471.7548587
Mean	29.08422838
Median Absolute Deviation (MAD)	0
Skewness	20.91844627
Sum	257250
Variance	169886.2578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8095	72.4%
15	23	0.2%
21	23	0.2%
27	20	0.2%
7	20	0.2%
14	19	0.2%
16	19	0.2%
26	18	0.2%
20	18	0.2%
17	18	0.2%
Other values (175)	572	5.1%
(Missing)	2337	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8095	72.4%
3	2	< 0.1%
4	2	< 0.1%
6	4	< 0.1%
7	20	0.2%
8	10	0.1%
9	7	0.1%
10	6	0.1%
11	3	< 0.1%
12	9	0.1%

Value	Count	Frequency (%)
11377	1	< 0.1%
10982	1	< 0.1%
10799	1	< 0.1%
10773	1	< 0.1%
10741	1	< 0.1%
10111	1	< 0.1%
9369	1	< 0.1%
7910	1	< 0.1%
7708	1	< 0.1%
7642	1	< 0.1%

Total employment in block
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	1700
Distinct (%)	19.4%
Missing	2423
Missing (%)	21.7%
Infinite	0
Infinite (%)	0.0%
Mean	1777.505309

Minimum	0
Maximum	497170
Zeros	1337
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	87.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	28
median	159
Q3	788.5
95-th percentile	4811.6
Maximum	497170
Range	497170
Interquartile range (IQR)	760.5

Descriptive statistics

Standard deviation	19435.49619
Coefficient of variation (CV)	10.93414242
Kurtosis	476.1502526
Mean	1777.505309
Median Absolute Deviation (MAD)	159
Skewness	21.62890868
Sum	15569169
Variance	377738512.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1337	12.0%
23	57	0.5%
19	46	0.4%
22	46	0.4%
13	45	0.4%
15	44	0.4%
18	44	0.4%
3	40	0.4%
12	39	0.3%
26	38	0.3%
Other values (1690)	7023	62.8%
(Missing)	2423	21.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1337	12.0%
1	11	0.1%
2	31	0.3%
3	40	0.4%
4	13	0.1%
5	23	0.2%
6	26	0.2%
7	16	0.1%
8	26	0.2%
9	25	0.2%

Value	Count	Frequency (%)
497170	1	< 0.1%
479096	1	< 0.1%
461555	1	< 0.1%
458363	1	< 0.1%
453453	1	< 0.1%
447074	1	< 0.1%
446771	1	< 0.1%
439496	1	< 0.1%
436436	1	< 0.1%
432512	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Census year	Block ID	CLUE small area	Accommodation	Admin and Support Services	Agriculture and Mining	Arts and Recreation Services	Business Services	Construction	Education and Training	Electricity, Gas, Water and Waste Services	Finance and Insurance	Food and Beverage Services	Health Care and Social Assistance	Information Media and Telecommunications	Manufacturing	Other Services	Public Administration and Safety	Real Estate Services	Rental and Hiring Services	Retail Trade	Transport, Postal and Storage	Wholesale Trade	Total employment in block
0	2020	1	Melbourne (CBD)	0.0	NaN	0.0	NaN	NaN	0.0	0.0	NaN	NaN	53.0	0.0	0.0	0.0	3.0	0.0	0.0	NaN	NaN	NaN	0.0	764.0
1	2020	2	Melbourne (CBD)	0.0	0.0	0.0	195.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	195.0
2	2020	4	Melbourne (CBD)	0.0	0.0	0.0	58.0	0.0	0.0	NaN	0.0	0.0	146.0	NaN	0.0	0.0	NaN	NaN	0.0	0.0	47.0	347.0	0.0	653.0
3	2020	5	Melbourne (CBD)	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	NaN	0.0	NaN	0.0	0.0	0.0	0.0	0.0	NaN	0.0	0.0	5.0
4	2020	6	Melbourne (CBD)	0.0	NaN	0.0	193.0	0.0	0.0	0.0	0.0	0.0	297.0	0.0	NaN	0.0	NaN	NaN	37.0	NaN	32.0	NaN	0.0	843.0
5	2020	11	Melbourne (CBD)	167.0	45.0	0.0	15.0	208.0	NaN	0.0	0.0	NaN	187.0	NaN	NaN	NaN	54.0	0.0	48.0	0.0	NaN	NaN	0.0	824.0
6	2020	12	Melbourne (CBD)	70.0	550.0	0.0	NaN	1130.0	0.0	198.0	NaN	325.0	181.0	NaN	NaN	0.0	11.0	NaN	0.0	0.0	14.0	NaN	0.0	3599.0
7	2020	13	Melbourne (CBD)	0.0	603.0	NaN	NaN	631.0	NaN	32.0	NaN	309.0	25.0	NaN	50.0	NaN	30.0	0.0	NaN	0.0	11.0	NaN	0.0	2527.0
8	2020	14	Melbourne (CBD)	119.0	148.0	NaN	NaN	417.0	46.0	449.0	NaN	116.0	384.0	22.0	23.0	NaN	167.0	24.0	46.0	0.0	70.0	NaN	33.0	2121.0
9	2020	15	Melbourne (CBD)	47.0	141.0	NaN	136.0	216.0	NaN	371.0	0.0	56.0	446.0	66.0	83.0	32.0	225.0	NaN	NaN	0.0	294.0	0.0	NaN	2139.0

Last rows

	Census year	CLUE small area	Accommodation	Admin and Support Services	Agriculture and Mining	Arts and Recreation Services	Business Services	Construction	Education and Training	Electricity, Gas, Water and Waste Services	Finance and Insurance	Food and Beverage Services	Health Care and Social Assistance	Information Media and Telecommunications	Manufacturing	Other Services	Public Administration and Safety	Real Estate Services	Rental and Hiring Services	Retail Trade	Transport, Postal and Storage	Wholesale Trade	Total employment in block
11172	2011	City of Melbourne (total)	8955.0	14860.0	3806.0	21864.0	72039.0	4944.0	23579.0	6975.0	59440.0	27795.0	35568.0	33181.0	16227.0	11153.0	41143.0	3893.0	882.0	21316.0	14151.0	10741.0	432512.0
11173	2010	City of Melbourne (total)	8443.0	14447.0	3605.0	22917.0	70346.0	4677.0	23267.0	6794.0	59915.0	26610.0	34498.0	35728.0	15351.0	10784.0	39113.0	3618.0	921.0	19902.0	13563.0	10111.0	424610.0
11174	2009	City of Melbourne (total)	8287.0	15351.0	3604.0	22828.0	64763.0	4490.0	23212.0	5771.0	61049.0	25658.0	32425.0	34071.0	17108.0	10858.0	38605.0	3282.0	851.0	20713.0	13193.0	9369.0	415488.0
11175	2008	City of Melbourne (total)	8282.0	15140.0	3855.0	22614.0	65244.0	4080.0	23317.0	5700.0	55815.0	25304.0	31966.0	32280.0	17196.0	10554.0	37676.0	3179.0	751.0	20576.0	14660.0	7592.0	405781.0
11176	2007	City of Melbourne (total)	8366.0	12818.0	3549.0	23447.0	57058.0	3526.0	22199.0	4450.0	54587.0	24699.0	31565.0	28437.0	15308.0	10275.0	37091.0	2854.0	781.0	19681.0	14534.0	7910.0	383135.0
11177	2006	City of Melbourne (total)	8037.0	12744.0	3406.0	23494.0	53443.0	3154.0	21561.0	3467.0	51314.0	23320.0	29160.0	26639.0	15111.0	9593.0	34752.0	2603.0	857.0	19246.0	13077.0	7708.0	362686.0
11178	2005	City of Melbourne (total)	7135.0	10388.0	3438.0	21526.0	50106.0	2737.0	20045.0	3425.0	47664.0	21024.0	29160.0	26637.0	13523.0	9804.0	31345.0	2370.0	803.0	18527.0	11831.0	7642.0	339130.0
11179	2004	City of Melbourne (total)	7201.0	10795.0	3215.0	21252.0	46757.0	2741.0	18170.0	3727.0	46590.0	19037.0	29010.0	24751.0	13959.0	9255.0	31069.0	2286.0	811.0	17451.0	11630.0	7588.0	327295.0
11180	2003	City of Melbourne (total)	7311.0	10505.0	4474.0	19292.0	48994.0	2306.0	16668.0	2895.0	45340.0	17596.0	28336.0	25481.0	14256.0	9341.0	30424.0	2406.0	1503.0	16753.0	12185.0	7197.0	323263.0
11181	2002	City of Melbourne (total)	7265.0	10660.0	4483.0	18913.0	48308.0	2548.0	15806.0	3022.0	44975.0	17145.0	27482.0	25083.0	14638.0	8966.0	30233.0	2352.0	1385.0	16998.0	12858.0	6609.0	319729.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows